The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-03"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "85122080 (up from 84586904 yesterday: 0.63 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1843135 (up from 1835788 yesterday: 0.4 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 12776402

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.17



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 20636663 210479 1.03 4292254 351580 1394 0.40 1.70
India 10340469 16504 0.16 456369 149649 214 0.14 1.45
Brazil 7733746 17341 0.22 831794 196018 293 0.15 2.53
Russia 3203743 23845 0.75 574044 57730 495 0.86 1.80
France 2712975 12495 0.46 280416 65164 116 0.18 2.40
United Kingdom 2662699 55157 2.12 808209 75137 455 0.61 2.82
Turkey 2241912 9877 0.44 405184 21488 193 0.91 0.96
Italy 2155446 14245 0.67 311734 75332 347 0.46 3.49
Spain 1928265 0 0.00 197690 50837 0 0.00 2.64
Germany 1783896 10356 0.58 433086 34791 311 0.90 1.95
Colombia 1675820 9412 0.56 250046 43965 200 0.46 2.62
Argentina 1640718 5884 0.36 142558 43482 107 0.25 2.65
Mexico 1448755 5211 0.36 198711 127213 362 0.29 8.78
Poland 1318562 5782 0.44 182886 29119 61 0.21 2.21
Iran 1243434 5960 0.48 135165 55540 102 0.18 4.47
Ukraine 1107137 4881 0.44 188693 19630 132 0.68 1.77
South Africa 1100748 11859 1.09 239784 29577 402 1.38 2.69
Peru 1018099 2962 0.29 37156 37773 93 0.25 3.71
Netherlands 832702 7453 0.90 209135 11707 47 0.40 1.41
Indonesia 765350 6877 0.91 147530 22734 179 0.79 2.97
Czechia 740481 5012 0.68 161402 11960 133 1.12 1.62
Belgium 650011 842 0.13 41874 19701 57 0.29 3.03
Romania 640429 3034 0.48 84094 15979 60 0.38 2.50
Chile 618191 2289 0.37 46272 16767 43 0.26 2.71
Canada 606076 16141 2.74 141633 15880 173 1.10 2.62
Iraq 597774 741 0.12 23140 12834 5 0.04 2.15
Bangladesh 516019 835 0.16 25486 7626 27 0.36 1.48
Pakistan 488529 1895 0.39 47742 10350 39 0.38 2.12
Philippines 477807 891 0.19 28407 9257 4 0.04 1.94
Switzerland 452296 0 0.00 78465 7747 18 0.23 1.71
Morocco 443146 1005 0.23 43537 7485 33 0.44 1.69
Israel 441542 6743 1.55 84366 3416 24 0.71 0.77
Sweden 437379 0 0.00 117281 8727 0 0.00 2.00
Portugal 427254 3384 0.80 78510 7118 73 1.04 1.67
Austria 365768 1466 0.40 43305 6324 49 0.78 1.73
Saudi Arabia 363061 82 0.02 3173 6246 7 0.11 1.72
Serbia 343870 1966 0.58 77438 3325 37 1.13 0.97
Hungary 327995 1307 0.40 47595 9884 103 1.05 3.01
Jordan 298208 1540 0.52 38594 3903 26 0.67 1.31
Nepal 261859 421 0.16 13436 1878 8 0.43 0.72
Panama 253736 1972 0.78 60729 4140 37 0.90 1.63
Japan 245293 3196 1.32 64654 3429 60 1.78 1.40
Georgia 229169 417 0.18 39443 2603 31 1.21 1.14
Azerbaijan 220265 803 0.37 44391 2733 30 1.11 1.24
Ecuador 214614 101 0.05 12504 14059 0 0.00 6.55
United Arab Emirates 213231 1590 0.75 28282 679 5 0.74 0.32
Croatia 212958 696 0.33 37072 4072 56 1.39 1.91
Kazakhstan 203563 683 0.34 17286 2771 1 0.04 1.36
Bulgaria 203051 171 0.08 23602 7678 34 0.44 3.78
Belarus 199962 1837 0.93 39667 1451 9 0.62 0.73
Lebanon 189278 2870 1.54 42758 1499 10 0.67 0.79
Slovakia 187463 1219 0.65 54479 2317 67 2.98 1.24
Dominican Republic 173331 366 0.21 18639 2418 2 0.08 1.40
Denmark 169358 1176 0.70 59053 1374 29 2.16 0.81
Costa Rica 169321 0 0.00 18374 2185 0 0.00 1.29
Bolivia 162661 606 0.37 15511 9201 15 0.16 5.66
Armenia 160027 229 0.14 11702 2850 14 0.49 1.78
Kuwait 151343 269 0.18 5125 937 0 0.00 0.62
Lithuania 146637 1238 0.85 53536 1643 29 1.80 1.12
Moldova 145873 179 0.12 19355 3037 17 0.56 2.08
Qatar 144437 197 0.14 3476 245 0 0.00 0.17
Tunisia 143544 1565 1.10 32183 4800 35 0.73 3.34
Egypt 142187 1309 0.93 20612 7805 64 0.83 5.49
West Bank and Gaza 141219 932 0.66 31481 1470 24 1.66 1.04
Greece 140099 390 0.28 15565 4957 36 0.73 3.54
Guatemala 138475 159 0.11 9193 4833 6 0.12 3.49
Oman 129404 537 0.42 3164 1501 2 0.13 1.16
Burma 126345 729 0.58 18003 2728 17 0.63 2.16
Ethiopia 125622 573 0.46 8853 1948 4 0.21 1.55
Slovenia 125086 743 0.60 28772 2803 29 1.05 2.24
Honduras 123369 225 0.18 9010 3180 7 0.22 2.58
Malaysia 119077 1704 1.45 35602 494 11 2.28 0.41
Venezuela 114230 147 0.13 6444 1034 2 0.19 0.91
Bosnia and Herzegovina 112645 502 0.45 11528 4131 45 1.10 3.67
Paraguay 109073 355 0.33 15491 2292 13 0.57 2.10
Ireland 101887 4961 5.12 25702 2259 7 0.31 2.22
Libya 101414 670 0.67 10635 1510 23 1.55 1.49
Algeria 100408 249 0.25 8306 2772 3 0.11 2.76

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2426930 38373 1.61 841552 26638 96 0.36 1.10 61422.26 674.17 1 in 16
Texas 1810320 16867 0.94 328421 28430 92 0.32 1.57 62433.70 980.48 1 in 16
Florida 1365436 10603 0.78 239505 21987 97 0.44 1.61 63574.48 1023.71 1 in 16
New York 1023897 12232 1.21 239082 38415 142 0.37 3.75 52632.88 1974.70 1 in 19
Illinois 979821 4469 0.46 130917 18322 108 0.59 1.87 77322.83 1445.89 1 in 13
Ohio 721481 6808 0.95 158754 9076 59 0.65 1.26 61722.54 776.45 1 in 16
Georgia 690900 5778 0.84 148062 10964 4 0.04 1.59 65072.29 1032.64 1 in 15
Pennsylvania 664913 4333 0.66 169814 16230 51 0.32 2.44 51938.26 1267.77 1 in 19
Tennessee 608297 4165 0.69 153992 7025 55 0.79 1.15 89021.15 1028.07 1 in 11
North Carolina 564924 6487 1.16 128329 6910 18 0.26 1.22 53863.41 658.84 1 in 19
Arizona 556384 17234 3.20 147942 9061 0 0.00 1.63 73065.24 1189.91 1 in 14
Michigan 538121 0 0.00 72962 13306 0 0.00 2.47 53882.92 1332.35 1 in 19
Wisconsin 526245 2593 0.50 57289 5261 5 0.10 1.00 90382.30 903.57 1 in 11
Indiana 526071 2981 0.57 100637 8475 65 0.77 1.61 78142.29 1258.87 1 in 13
New Jersey 492042 3670 0.75 91392 19208 21 0.11 3.90 55396.47 2162.53 1 in 18
Minnesota 420544 2712 0.65 41721 5489 53 0.97 1.31 74569.40 973.29 1 in 13
Missouri 412838 2533 0.62 59660 5736 19 0.33 1.39 67265.64 934.59 1 in 15
Massachusetts 387662 3481 0.91 97084 12610 108 0.86 3.25 55782.69 1814.52 1 in 18
Alabama 371934 2476 0.67 76303 4873 1 0.02 1.31 75855.59 993.84 1 in 13
Virginia 363765 5010 1.40 81856 5124 7 0.14 1.41 42617.80 600.31 1 in 23
Colorado 341250 2078 0.61 53057 4934 22 0.45 1.45 59257.80 856.79 1 in 17
South Carolina 321669 8951 2.86 69463 5469 84 1.56 1.70 62475.60 1062.21 1 in 16
Louisiana 321058 5783 1.83 52445 7537 49 0.65 2.35 69062.64 1621.28 1 in 14
Oklahoma 304072 8017 2.71 66404 2547 20 0.79 0.84 76844.64 643.67 1 in 13
Maryland 285319 2148 0.76 50672 5994 27 0.45 2.10 47193.86 991.45 1 in 21
Iowa 284715 820 0.29 28466 3946 0 0.00 1.39 90240.47 1250.69 1 in 11
Utah 283473 1819 0.65 49569 1301 7 0.54 0.46 88420.68 405.81 1 in 11
Kentucky 276825 2855 1.04 53722 2723 25 0.93 0.98 61961.79 609.49 1 in 16
Washington 255396 8644 3.50 44587 3459 -2 -0.06 1.35 33539.01 454.24 1 in 30
Arkansas 233475 2033 0.88 47773 3749 20 0.54 1.61 77365.32 1242.29 1 in 13
Nevada 231614 2743 1.20 44781 3180 32 1.02 1.37 75195.54 1032.42 1 in 13
Kansas 230314 0 0.00 41854 2872 0 0.00 1.25 79055.67 985.82 1 in 13
Mississippi 222061 1784 0.81 42614 4871 31 0.64 2.19 74613.54 1636.68 1 in 13
Connecticut 190120 0 0.00 43359 6099 0 0.00 3.21 53325.30 1710.66 1 in 19
Nebraska 169000 738 0.44 20139 1672 3 0.18 0.99 87365.23 864.35 1 in 11
New Mexico 146394 1015 0.70 26594 2551 17 0.67 1.74 69816.85 1216.60 1 in 14
Idaho 142507 308 0.22 21328 1448 0 0.00 1.02 79521.11 808.01 1 in 13
Oregon 117745 1397 1.20 23892 1500 8 0.54 1.27 27916.63 355.64 1 in 36
South Dakota 100532 703 0.70 9494 1513 12 0.80 1.50 113639.27 1710.26 1 in 9
North Dakota 93041 150 0.16 5170 1310 0 0.00 1.41 122091.12 1719.02 1 in 8
West Virginia 91058 1731 1.94 27841 1376 3 0.22 1.51 50951.60 769.94 1 in 20
Rhode Island 87949 0 0.00 17131 1777 0 0.00 2.02 83020.80 1677.43 1 in 12
Montana 82381 437 0.53 9078 972 1 0.10 1.18 77079.62 909.45 1 in 13
Puerto Rico 78169 237 0.30 15738 1545 19 1.25 1.98 24476.05 483.77 1 in 41
Delaware 59484 611 1.04 14024 930 0 0.00 1.56 61086.67 955.06 1 in 16
Alaska 48098 297 0.62 6955 215 0 0.00 0.45 65748.52 293.90 1 in 15
New Hampshire 46450 1244 2.75 15494 780 11 1.43 1.68 34161.67 573.65 1 in 29
Wyoming 44875 302 0.68 5515 438 0 0.00 0.98 77536.59 756.79 1 in 13
District of Columbia 29764 255 0.86 4890 794 2 0.25 2.67 42173.63 1125.05 1 in 24
Maine 25592 347 1.37 9669 359 1 0.28 1.40 19038.66 267.07 1 in 53
Hawaii 22303 122 0.55 2715 289 0 0.00 1.30 15752.13 204.11 1 in 63
Vermont 7793 104 1.35 2040 140 1 0.72 1.80 12489.00 224.36 1 in 80

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 33812786 2426930 7.18 6617199 841552 12.72 855755.1
2 Texas 14053710 1810320 12.88 1880200 328421 17.47 484679.5
3 Florida 16020601 1365436 8.52 2175130 239505 11.01 745916.6
4 New York 25849104 1023897 3.96 3886809 239082 6.15 1328759.5
5 Illinois 13482117 979821 7.27 1705285 130917 7.68 1063944.7
6 Ohio 7898946 721481 9.13 1003184 158754 15.83 675753.1
7 Georgia 5462241 690900 12.65 732707 148062 20.21 514460.2
8 Pennsylvania 3959183 664913 16.79 422058 169814 40.23 309263.1
9 Tennessee 5735403 608297 10.61 740801 153992 20.79 839346.8
10 North Carolina 7132661 564924 7.92 1131751 128329 11.34 680072.8
11 Arizona 2922767 556384 19.04 410071 147942 36.08 383822.5
12 Michigan 8122575 538121 6.63 780585 72962 9.35 813326.4
13 Wisconsin 5411129 526245 9.73 553814 57289 10.34 929358.6
14 Indiana 5792697 526071 9.08 865312 100637 11.63 860443.9
15 New Jersey 7801895 492042 6.31 1204489 91392 7.59 878375.2
16 Minnesota 5476196 420544 7.68 741652 41721 5.63 971020.1
17 Missouri 3691231 412838 11.18 357574 59660 16.68 601429.6
18 Massachusetts 11090924 387662 3.50 1523349 97084 6.37 1595930.5
19 Alabama 1900070 371934 19.57 203631 76303 37.47 387517.5
20 Virginia 4365480 363765 8.33 662733 81856 12.35 511448.7
21 Colorado 4502496 341250 7.58 729195 53057 7.28 781854.9
22 South Carolina 3261427 321669 9.86 541806 69463 12.82 633445.0
23 Louisiana 4256466 321058 7.54 462265 52445 11.35 915606.5
24 Oklahoma 2698390 304072 11.27 350243 66404 18.96 681933.2
25 Maryland 5834126 285319 4.89 812749 50672 6.23 965007.4
26 Iowa 1178096 284715 24.17 55513 28466 51.28 373397.7
27 Utah 2274838 283473 12.46 250503 49569 19.79 709565.8
28 Kentucky 3210804 276825 8.62 336647 53722 15.96 718674.8
29 Washington 3836820 255396 6.66 516750 44587 8.63 503857.4
30 Arkansas 2079788 233475 11.23 224084 47773 21.32 689167.9
31 Nevada 2122793 231614 10.91 293579 44781 15.25 689183.6
32 Kansas 1012506 230314 22.75 121789 41854 34.37 347544.4
33 Mississippi 1349719 222061 16.45 143972 42614 29.60 453511.9
34 Connecticut 4383361 190120 4.34 688270 43359 6.30 1229455.3
35 Nebraska 1769798 169000 9.55 221183 20139 9.11 914904.2
36 New Mexico 2006168 146394 7.30 274164 26594 9.70 956762.8
37 Idaho 548008 142507 26.00 43795 21328 48.70 305796.9
38 Oregon 2652670 117745 4.44 409899 23892 5.83 628932.1
39 South Dakota 375955 100532 26.74 24099 9494 39.40 424971.7
40 North Dakota 1291452 93041 7.20 122792 5170 4.21 1694681.0
41 West Virginia 1560022 91058 5.84 237358 27841 11.73 872912.0
42 Rhode Island 1974498 87949 4.45 256931 17131 6.67 1863857.6
43 Montana 795796 82381 10.35 73488 9078 12.35 744584.9
45 Delaware 996096 59484 5.97 160235 14024 8.75 1022933.7
46 Alaska 1293837 48098 3.72 150739 6955 4.61 1768636.2
47 New Hampshire 1051054 46450 4.42 138137 15494 11.22 772998.1
48 Wyoming 501784 44875 8.94 61495 5515 8.97 866999.9
49 District of Columbia 918000 29764 3.24 139735 4890 3.50 1300745.7
50 Maine 1112804 25592 2.30 140091 9669 6.90 827848.6
51 Hawaii 825956 22303 2.70 89887 2715 3.02 583355.0
52 Vermont 711104 7793 1.10 93486 2040 2.18 1139609.8

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 4910001 485070 1709 0.35 9.88 3267 489 56955 25317 5.22
Veneto 3348514 265264 3419 1.31 7.92 2688 365 95159 6763 2.55
Piemonte 1694353 200060 741 0.37 11.81 2786 188 21463 7979 3.99
Campania 2065442 192418 619 0.32 9.32 1362 98 77825 2911 1.51
Emilia-Romagna 2603180 177988 1818 1.03 6.84 2657 234 56628 7887 4.43
Lazio 2742661 167920 1681 1.01 6.12 2824 309 77153 3840 2.29
Toscana 1904826 121770 355 0.29 6.39 834 147 9948 3730 3.06
Sicilia 1238041 96547 1047 1.10 7.80 1137 184 35591 2494 2.58
Puglia 1060971 93653 950 1.02 8.83 1476 136 54078 2516 2.69
Liguria 717946 61305 221 0.36 8.54 696 71 5787 2912 4.75
Friuli Venezia Giulia 945021 51301 200 0.39 5.43 658 61 11649 1707 3.33
Marche 542199 42974 372 0.87 7.93 479 67 12066 1607 3.74
Abruzzo 522168 35953 207 0.58 6.89 445 41 11423 1231 3.42
Sardegna 488894 31861 194 0.61 6.52 473 43 16754 764 2.40
P.A. Bolzano 365076 29946 96 0.32 8.20 186 24 10850 751 2.51
Umbria 509101 29440 202 0.69 5.78 268 48 3904 631 2.14
Calabria 445178 24590 150 0.61 5.52 242 19 8657 488 1.98
P.A. Trento 456111 22279 130 0.59 4.88 382 44 1981 961 4.31
Basilicata 186177 11102 81 0.73 5.96 97 3 6191 262 2.36
Valle d’Aosta 63369 7332 35 0.48 11.57 66 2 414 386 5.26
Molise 117050 6673 18 0.27 5.70 52 10 1738 195 2.92

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 210304 7663 3.78 8347 121 1.47 3.97 24632.47 977.67 1 in 41
Ontario 195368 4333 2.27 4664 47 1.02 2.39 13279.66 317.02 1 in 75
Alberta 104228 3800 3.78 1046 0 0.00 1.00 23617.62 237.02 1 in 42
British Columbia 51990 0 0.00 901 0 0.00 1.73 10172.34 176.29 1 in 98
Manitoba 25126 100 0.40 683 5 0.74 2.72 18240.07 495.82 1 in 55
Saskatchewan 16083 238 1.50 158 0 0.00 0.98 13610.44 133.71 1 in 73
Nova Scotia 1499 0 0.00 65 0 0.00 4.34 1533.57 66.50 1 in 652
New Brunswick 618 7 1.15 9 0 0.00 1.46 792.31 11.54 1 in 1262
Newfoundland and Labrador 390 0 0.00 4 0 0.00 1.03 748.04 7.67 1 in 1337
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 94 0 0.00 0 0 NaN 0.00 594.34 0.00 1 in 1683
Yukon 60 0 0.00 1 0 0.00 1.67 1460.64 24.34 1 in 685
Northwest Territories 24 0 0.00 0 0 NaN 0.00 534.47 0.00 1 in 1871
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 63070.49 1074.51 1 in 16
India 7722.53 111.76 1 in 129
Brazil 36950.53 936.54 1 in 27
Russia 22171.23 399.52 1 in 45
France 40498.21 972.74 1 in 25
United Kingdom 40076.75 1130.90 1 in 25
Turkey 27743.00 265.91 1 in 36
Italy 35638.99 1245.57 1 in 28
Spain 41325.87 1089.52 1 in 24
Germany 21547.24 420.23 1 in 46
Colombia 34151.62 895.96 1 in 29
Argentina 37061.62 982.20 1 in 27
Mexico 11213.27 984.62 1 in 89
Poland 34717.27 766.69 1 in 29
Iran 15320.77 684.33 1 in 65
Ukraine NA NA 1 in NA
South Africa 19406.70 521.46 1 in 52
Peru 31647.47 1174.17 1 in 32
Netherlands 48469.27 681.43 1 in 21
Indonesia 2899.05 86.11 1 in 345

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 818639 10773 1.32
Cook Illinois 399609 8436 2.11
Maricopa Arizona 342994 5239 1.53
Miami-Dade Florida 305734 4251 1.39
Harris Texas 245551 3431 1.40
San Bernardino California 206939 1447 0.70
Dallas Texas 200011 2049 1.02
Riverside California 192069 1985 1.03
Clark Nevada 175591 2413 1.37
Orange California 168457 1901 1.13
San Diego California 168020 1592 0.95
Tarrant Texas 153365 1494 0.97
Broward Florida 141010 1872 1.33
Queens New York 130228 7586 5.83
Kings New York 128248 7771 6.06
Bexar Texas 121591 1745 1.44
Salt Lake Utah 109533 560 0.51
Suffolk New York 101233 2341 2.31
El Paso Texas 99672 1703 1.71
Philadelphia Pennsylvania 93885 2450 2.61
Milwaukee Wisconsin 92733 1003 1.08
Nassau New York 92035 2420 2.63
Bronx New York 88526 5147 5.81
Hennepin Minnesota 87386 1405 1.61
Franklin Ohio 86446 698 0.81
Wayne Michigan 85996 3667 4.26
Palm Beach Florida 85479 1909 2.23
Hillsborough Florida 80035 1090 1.36
Orange Florida 79165 750 0.95
Middlesex Massachusetts 77821 2759 3.55
Santa Clara California 74359 747 1.00
Pima Arizona 74108 1084 1.46
Marion Indiana 72700 1171 1.61
Cuyahoga Ohio 72520 900 1.24
Westchester New York 72218 1681 2.33
St. Louis Missouri 70999 1392 1.96
Kern California 70358 512 0.73
Utah Utah 69005 219 0.32
Shelby Tennessee 68753 921 1.34
Fresno California 68740 711 1.03
Sacramento California 67810 857 1.26
King Washington 65265 1049 1.61
Mecklenburg North Carolina 65134 568 0.87
Duval Florida 63743 741 1.16
DuPage Illinois 63022 1055 1.67
Davidson Tennessee 63009 576 0.91
New York New York 62989 3358 5.33
Oakland Michigan 62094 1659 2.67
Oklahoma Oklahoma 60103 448 0.75
Essex Massachusetts 59763 1723 2.88
Gwinnett Georgia 59683 604 1.01
Providence Rhode Island 58946 1348 2.29
Fulton Georgia 58829 791 1.34
Fairfield Connecticut 57467 1740 3.03
Prince George’s Maryland 56028 1097 1.96
Suffolk Massachusetts 55925 1382 2.47
Allegheny Pennsylvania 55790 1047 1.88
Alameda California 54518 659 1.21
Douglas Nebraska 54083 515 0.95
Jefferson Alabama 54012 719 1.33
Hamilton Ohio 53404 419 0.78
Will Illinois 53165 789 1.48
Jefferson Kentucky 52652 539 1.02
Travis Texas 51956 551 1.06
Hidalgo Texas 51662 2201 4.26
Collin Texas 50954 378 0.74
Macomb Michigan 50124 1632 3.26
Tulsa Oklahoma 50050 415 0.83
Lake Illinois 48978 827 1.69
New Haven Connecticut 48507 1559 3.21
Denver Colorado 48433 674 1.39
Essex New Jersey 48379 2403 4.97
Bergen New Jersey 48302 2335 4.83
Hartford Connecticut 47726 1878 3.93
Montgomery Maryland 47575 1138 2.39
San Joaquin California 47310 651 1.38
Pinellas Florida 46860 1066 2.27
Middlesex New Jersey 46256 1688 3.65
Cobb Georgia 46159 577 1.25
Fairfax Virginia 45746 685 1.50
Wake North Carolina 45725 348 0.76
Hudson New Jersey 45226 1713 3.79
Worcester Massachusetts 44297 1561 3.52
Kent Michigan 44054 555 1.26
Ventura California 43397 263 0.61
Erie New York 42933 1229 2.86
Lubbock Texas 42624 573 1.34
Kane Illinois 42153 619 1.47
El Paso Colorado 42029 581 1.38
Contra Costa California 41993 347 0.83
Polk Iowa 41943 413 0.98
Lee Florida 41916 675 1.61
Bernalillo New Mexico 41730 584 1.40
Lake Indiana 40847 612 1.50
Adams Colorado 40737 523 1.28
Passaic New Jersey 40619 1462 3.60
Sedgwick Kansas 40608 406 1.00
Denton Texas 39792 354 0.89
Greenville South Carolina 39777 522 1.31
Johnson Kansas 39696 455 1.15

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc